{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import timedelta\n",
    "\n",
    "# 正常显示中文标签\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "\n",
    "# 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False  \n",
    "\n",
    "# 读取每日销售数据\n",
    "df = pd.read_excel('../data/2019年9月每日销售.xlsx')\n",
    "\n",
    "# 定义画图的数据\n",
    "x = df.日期\n",
    "y = df.实际销量\n",
    "\n",
    "# 定义颜色\n",
    "color1 = '#0085c3'\n",
    "color2 = '#7ab800'\n",
    "color3 = '#dc5034'\n",
    "\n",
    "# 设置图像大小\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# 绘制折线图\n",
    "ax.plot(x, y, marker='o', color=color1)\n",
    "\n",
    "# 标注最大值\n",
    "ax.text(x[y.idxmax()]+timedelta(hours=-12), \n",
    "        y.max()+1, y.max(), \n",
    "        color=color1, fontsize=15)\n",
    "\n",
    "# 标注最小值\n",
    "ax.text(x[y.idxmin()]+timedelta(hours=-9), \n",
    "        y.min()-2, y.min(), \n",
    "        color=color1, fontsize=15)\n",
    "\n",
    "# 计算 7 天移动平均\n",
    "y2 = y.rolling(7).mean()\n",
    "\n",
    "# 绘制趋势线\n",
    "ax.plot(x, y2, ls='--', color=color2, label='7 天移动平均')\n",
    "\n",
    "# 绘制箭头\n",
    "plt.annotate('', xy=(x[-1:], y2[-1:]), \n",
    "             xytext=(x[-2:-1], y2[-2:-1]), \n",
    "             arrowprops=dict(arrowstyle='->', \n",
    "                             color=color2, \n",
    "                             shrinkB=0))\n",
    "\n",
    "# 绘制平均值线\n",
    "ax.hlines(y.mean(), x[0], x[-1:], \n",
    "          linestyles='-.', colors=color3)\n",
    "\n",
    "# 标注平均值\n",
    "ax.text(x[-1:]+timedelta(days=-7.5), y.mean()-2, \n",
    "        '平均值: ' + str(round(y.mean(),1)), \n",
    "        color=color3, fontsize=15)\n",
    "\n",
    "# 标注特殊事件\n",
    "ax.annotate('中秋节', xy=(x[y.idxmin()], y.min()), color=color1,\n",
    "             xytext=(x[y.idxmin()]+timedelta(days=1.5), y.min()-2), \n",
    "             arrowprops=dict(arrowstyle='->', color=color1), fontsize=15)\n",
    "\n",
    "\n",
    "ax.annotate('打折促销', xy=(x[y.idxmax()], y.max()), color=color1,\n",
    "             xytext=(x[y.idxmax()]+timedelta(days=-5), y.max()+2), \n",
    "             arrowprops=dict(arrowstyle='->', color=color1), fontsize=15)\n",
    "\n",
    "# 设置网格线\n",
    "ax.grid(ls=':', color='gray', alpha=0.6)\n",
    "\n",
    "# 设置图例的位置和大小\n",
    "ax.legend(loc='upper left', fontsize=12)\n",
    "\n",
    "# 设置坐标轴标签的角度和大小\n",
    "plt.xticks(rotation=90, fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "# 设置 y 轴的刻度范围\n",
    "ax.set_ylim(0, y.max()+5)\n",
    "\n",
    "# 设置图表标题\n",
    "_ = ax.set_title('2019年9月每日销量变化趋势', fontsize=25)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
